{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt, font_manager"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x640 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#条形图\n",
    "my_font =  font_manager.FontProperties(fname='C:\\Windows\\Fonts\\STSONG.TTF',size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}